This booklet constitutes the refereed court cases of the 18th overseas convention on Algorithmic studying thought, ALT 2007, held in Sendai, Japan, October 1-4, 2007, co-located with the tenth overseas convention on Discovery technological know-how, DS 2007. The 25 revised complete papers offered including the abstracts of 5 invited papers have been conscientiously reviewed and chosen from 50 submissions. they're devoted to the theoretical foundations of computer learning.

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